Nanopore Full-Length Transcripts Sequencing

1. Does full-length transcriptome sequencing require fragmentation and assembly?

Full-length transcriptome sequencing, based on PacBio or Nanopore third-generation sequencing platforms, does not require fragmentation and assembly. It directly generates complete transcripts containing 5' and 3' UTRs and poly-A tails. This approach enables precise analysis of alternative splicing and gene fusion events in species with a reference genome, addressing the challenges of shorter and incomplete transcript assemblies in species without a reference genome.

2. What is the accuracy of full-length transcriptome detection?

The base error rate of third-generation sequencing platforms is unbiased. For the Nanopore platform, using reference genome information for sequence correction can significantly enhance the accuracy of base correction.

3. Does full-length transcriptome sequencing capture all lncRNAs?

During the library construction process, RNA molecules with poly-A structures are identified, enriching mRNAs and some lncRNAs with poly-A tails from the total RNA. However, lncRNAs without poly-A structures cannot be enriched and sequenced in this manner, resulting in the detection of only a subset of lncRNAs.

4. How many biological replicates are generally recommended for Nanopore full-length transcriptome sequencing?

Research indicates that biological replicates improve the accuracy of identifying gene expression levels across the entire transcriptome, while increased sequencing depth mainly enhances the accuracy of detecting low-expression genes. It is recommended to have at least three biological replicates for each treatment condition. For studies involving samples with high biological variability or those aiming to detect subtle expression differences or fold changes, a higher number of biological replicates is needed. For example, clinical samples with significant individual differences may require 5-10 replicates per group, whereas cell line samples with lower biological variability may suffice with three replicates per group.

5. What are the differences between Nanopore full-length transcriptome sequencing and second-generation Illumina RNA sequencing?

The primary difference lies in the sequencing platforms. The Illumina platform typically uses paired-end 150 (PE150) sequencing, constructing small fragment libraries and performing sequencing by synthesis, which requires PCR amplification during library preparation and sequencing. It is mainly used for quantifying gene expression and differential expression analysis. In contrast, Nanopore full-length transcriptome sequencing does not require RNA fragmentation and can capture full-length transcripts from 5' to 3', providing comprehensive sequence and expression information. It has no bias towards fragment size and directly detects electrical signals, eliminating the need for synthesis during sequencing and resulting in a much lower GC bias compared to second-generation platforms. Additionally, because it does not require transcript assembly, it has significant advantages in detecting transcript-level structural variations such as alternative splicing, gene fusions, APA (alternative polyadenylation), and novel gene prediction.

Full-length transcript characterization of SF3B1 mutation in chronic lymphocytic leukemia reveals downregulation of retained introns

Journal: Nature communications
Impact factor: 14.919
Published: 18 March 2020

Background

In various cancer types, mutations in the splicing factor SF3B1 have been associated with specific changes in splicing patterns, affecting conditions such as chronic lymphocytic leukemia (CLL), uveal melanoma, breast cancer, and myelodysplastic syndromes. SF3B1, a fundamental component of the spliceosome, interacts with pre-mRNA and exerts crucial control over the splicing process. Particularly noteworthy are mutations in SF3B1, notably the K700E mutation, which have been correlated with adverse clinical outcomes in CLL. While short-read sequencing has provided insights into splicing patterns influenced by SF3B1 mutations, long-read nanopore sequencing offers a more comprehensive perspective, unveiling novel details regarding splicing alterations. Nanopore sequencing facilitates the detection of full-length transcript molecules and enables precise evaluation of alternative splicing events, presenting promising avenues for cancer research and therapeutic interventions.

Methods

Results

In this pilot study, the authors used nanopore sequencing to analyze SF3B1^K700E full-length transcripts in CLL samples. The authors found increased aberrant 3' splicing in SF3B1^K700E, confirming previous findings. Additional samples were sequenced using nanopore technology, generating 257 million total reads. Despite RNA storage for 5 years, minimal degradation was observed. Strong gene expression correlation between minION and PromethION sequenced samples allowed data combination for subsequent analyses.

Fig. 1: Long-read nanopore sequencing and FLAIR analysis to identify full-length transcripts associated with SF3B1 mutation in chronic lymphocytic leukemia.

In this study, the researchers sought to confirm the augmentation of alternative 3' splice-site (3'SS) utilization induced by SF3B1^K700E through nanopore sequencing data. A comparative analysis of 3' splicing events in a chronic lymphocytic leukemia (CLL) cohort, initially identified via short-read Illumina sequencing, was conducted alongside nanopore sequencing results. To accurately classify alternative splicing (AS) events in isoforms, the authors devised an AS event caller within FLAIR. This approach facilitated the identification of significant differences in alternative 3' and 5' splice sites between SF3B1^K700E and SF3B1^WT. Noteworthy observations included the identification of an adenine-rich region upstream of the canonical 3'SS, aligning with previous research findings.

Fig. 2: Alternative 3'splicing patterns identified with nanopore-sequencing data are concordant with short read data and reveal additional splicing complexity.

Short-read studies have linked mutant SF3B1 in CLL to an increase in transcripts with premature termination codons (PTCs). Full-length cDNA sequencing allows for more accurate detection of transcripts with PTCs and estimation of unproductive isoforms. Unproductive isoforms, defined by PTCs located 55 nucleotides or more upstream of the 3' most splice junction, may undergo nuclear retention or nonsense-mediated decay. In nanopore data, authors accurately identified known unproductive transcripts of SRSF1 and discovered additional unannotated isoforms, some of which are predicted to be unproductive.

Fig. 3: Mutant SF3B1 downregulates unproductive, intron-retaining transcripts.

Conclusion

This study utilizes nanopore sequencing to examine full-length cDNA from CLL samples, revealing significant differential splicing events associated with SF3B1 mutation. The authors introduce FLAIR, a computational workflow for transcript analysis, and identify changes in 3'splice sites and downregulation of intron retention events. Full-length transcript analysis provides insights into alternative splicing and isoform abundance, highlighting the potential of nanopore sequencing for cancer and splicing research.

Reference:

1. Tang, Alison D., et al. "Full-length transcript characterization of SF3B1 mutation in chronic lymphocytic leukemia reveals downregulation of retained introns." Nature communications 11.1 (2020): 1438.